Share

Game Theory for Data Science

2022-05-31 Computers
Download Game Theory for Data Science PDF Online Free

Author :
Release : 2022-05-31
Genre : Computers
Kind : eBook
Book Rating : 770/5 ( reviews)

GET EBOOK


Book Synopsis Game Theory for Data Science by : Boi Mirsky

Download or read book Game Theory for Data Science written by Boi Mirsky. This book was released on 2022-05-31. Available in PDF, EPUB and Kindle. Book excerpt: Intelligent systems often depend on data provided by information agents, for example, sensor data or crowdsourced human computation. Providing accurate and relevant data requires costly effort that agents may not always be willing to provide. Thus, it becomes important not only to verify the correctness of data, but also to provide incentives so that agents that provide high-quality data are rewarded while those that do not are discouraged by low rewards. We cover different settings and the assumptions they admit, including sensing, human computation, peer grading, reviews, and predictions. We survey different incentive mechanisms, including proper scoring rules, prediction markets and peer prediction, Bayesian Truth Serum, Peer Truth Serum, Correlated Agreement, and the settings where each of them would be suitable. As an alternative, we also consider reputation mechanisms. We complement the game-theoretic analysis with practical examples of applications in prediction platforms, community sensing, and peer grading.

Essentials of Game Theory

2022-05-31 Computers
Download Essentials of Game Theory PDF Online Free

Author :
Release : 2022-05-31
Genre : Computers
Kind : eBook
Book Rating : 452/5 ( reviews)

GET EBOOK


Book Synopsis Essentials of Game Theory by : Kevin Gebser

Download or read book Essentials of Game Theory written by Kevin Gebser. This book was released on 2022-05-31. Available in PDF, EPUB and Kindle. Book excerpt: Game theory is the mathematical study of interaction among independent, self-interested agents. The audience for game theory has grown dramatically in recent years, and now spans disciplines as diverse as political science, biology, psychology, economics, linguistics, sociology, and computer science, among others. What has been missing is a relatively short introduction to the field covering the common basis that anyone with a professional interest in game theory is likely to require. Such a text would minimize notation, ruthlessly focus on essentials, and yet not sacrifice rigor. This Synthesis Lecture aims to fill this gap by providing a concise and accessible introduction to the field. It covers the main classes of games, their representations, and the main concepts used to analyze them.

Game Theory for Political Scientists

2020-05-05 Political Science
Download Game Theory for Political Scientists PDF Online Free

Author :
Release : 2020-05-05
Genre : Political Science
Kind : eBook
Book Rating : 208/5 ( reviews)

GET EBOOK


Book Synopsis Game Theory for Political Scientists by : James D. Morrow

Download or read book Game Theory for Political Scientists written by James D. Morrow. This book was released on 2020-05-05. Available in PDF, EPUB and Kindle. Book excerpt: Game theory is the mathematical analysis of strategic interaction. In the fifty years since the appearance of von Neumann and Morgenstern's classic Theory of Games and Economic Behavior (Princeton, 1944), game theory has been widely applied to problems in economics. Until recently, however, its usefulness in political science has been underappreciated, in part because of the technical difficulty of the methods developed by economists. James Morrow's book is the first to provide a standard text adapting contemporary game theory to political analysis. It uses a minimum of mathematics to teach the essentials of game theory and contains problems and their solutions suitable for advanced undergraduate and graduate students in all branches of political science. Morrow begins with classical utility and game theory and ends with current research on repeated games and games of incomplete information. The book focuses on noncooperative game theory and its application to international relations, political economy, and American and comparative politics. Special attention is given to models of four topics: bargaining, legislative voting rules, voting in mass elections, and deterrence. An appendix reviews relevant mathematical techniques. Brief bibliographic essays at the end of each chapter suggest further readings, graded according to difficulty. This rigorous but accessible introduction to game theory will be of use not only to political scientists but also to psychologists, sociologists, and others in the social sciences.

Game Theory, Alive

2017-04-27 Game theory
Download Game Theory, Alive PDF Online Free

Author :
Release : 2017-04-27
Genre : Game theory
Kind : eBook
Book Rating : 823/5 ( reviews)

GET EBOOK


Book Synopsis Game Theory, Alive by : Anna R. Karlin

Download or read book Game Theory, Alive written by Anna R. Karlin. This book was released on 2017-04-27. Available in PDF, EPUB and Kindle. Book excerpt: We live in a highly connected world with multiple self-interested agents interacting and myriad opportunities for conflict and cooperation. The goal of game theory is to understand these opportunities. This book presents a rigorous introduction to the mathematics of game theory without losing sight of the joy of the subject. This is done by focusing on theoretical highlights (e.g., at least six Nobel Prize winning results are developed from scratch) and by presenting exciting connections of game theory to other fields such as computer science (algorithmic game theory), economics (auctions and matching markets), social choice (voting theory), biology (signaling and evolutionary stability), and learning theory. Both classical topics, such as zero-sum games, and modern topics, such as sponsored search auctions, are covered. Along the way, beautiful mathematical tools used in game theory are introduced, including convexity, fixed-point theorems, and probabilistic arguments. The book is appropriate for a first course in game theory at either the undergraduate or graduate level, whether in mathematics, economics, computer science, or statistics. The importance of game-theoretic thinking transcends the academic setting—for every action we take, we must consider not only its direct effects, but also how it influences the incentives of others.

Game Theory for Next Generation Wireless and Communication Networks

2019-06-27 Computers
Download Game Theory for Next Generation Wireless and Communication Networks PDF Online Free

Author :
Release : 2019-06-27
Genre : Computers
Kind : eBook
Book Rating : 337/5 ( reviews)

GET EBOOK


Book Synopsis Game Theory for Next Generation Wireless and Communication Networks by : Zhu Han

Download or read book Game Theory for Next Generation Wireless and Communication Networks written by Zhu Han. This book was released on 2019-06-27. Available in PDF, EPUB and Kindle. Book excerpt: A unified treatment of the latest game theoretic approaches for designing, modeling, and optimizing emerging wireless communication networks. Covering theory, analytical tools, and applications, it is ideal for researchers and graduate students in academia and industry designing efficient, scalable and robust protocols for future wireless networks.

You may also like...